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  "cells": [
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      "source": [
        "<a href=\"https://colab.research.google.com/github/PacktPublishing/Modern-Computer-Vision-with-PyTorch/blob/master/Chapter11/VAE.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "source": [
        "!pip install -q torch_snippets\n",
        "from torch_snippets import *\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.nn.functional as F\n",
        "import torch.optim as optim\n",
        "from torchvision import datasets, transforms\n",
        "from torchvision.utils import make_grid\n",
        "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
        "train_dataset = datasets.MNIST(root='MNIST/', train=True, transform=transforms.ToTensor(), download=True)\n",
        "test_dataset = datasets.MNIST(root='MNIST/', train=False, transform=transforms.ToTensor(), download=True)\n",
        "\n",
        "train_loader = torch.utils.data.DataLoader(dataset=train_dataset, batch_size=64, shuffle=True)\n",
        "test_loader = torch.utils.data.DataLoader(dataset=test_dataset, batch_size=64, shuffle=False)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[K     |████████████████████████████████| 61kB 5.7MB/s \n",
            "\u001b[K     |████████████████████████████████| 36.7MB 75kB/s \n",
            "\u001b[K     |████████████████████████████████| 102kB 12.9MB/s \n",
            "\u001b[?25h  Building wheel for contextvars (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to MNIST/MNIST/raw/train-images-idx3-ubyte.gz\n"
          ],
          "name": "stdout"
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        {
          "output_type": "stream",
          "text": [
            "Extracting MNIST/MNIST/raw/train-images-idx3-ubyte.gz to MNIST/MNIST/raw\n",
            "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to MNIST/MNIST/raw/train-labels-idx1-ubyte.gz\n"
          ],
          "name": "stdout"
        },
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          "text": [
            "Extracting MNIST/MNIST/raw/train-labels-idx1-ubyte.gz to MNIST/MNIST/raw\n",
            "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to MNIST/MNIST/raw/t10k-images-idx3-ubyte.gz\n",
            "\n",
            "\n"
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        {
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          "text": [
            "Extracting MNIST/MNIST/raw/t10k-images-idx3-ubyte.gz to MNIST/MNIST/raw\n",
            "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to MNIST/MNIST/raw/t10k-labels-idx1-ubyte.gz\n"
          ],
          "name": "stdout"
        },
        {
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          "text": [
            "Extracting MNIST/MNIST/raw/t10k-labels-idx1-ubyte.gz to MNIST/MNIST/raw\n",
            "Processing...\n",
            "Done!\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torchvision/datasets/mnist.py:469: UserWarning: The given NumPy array is not writeable, and PyTorch does not support non-writeable tensors. This means you can write to the underlying (supposedly non-writeable) NumPy array using the tensor. You may want to copy the array to protect its data or make it writeable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at  /pytorch/torch/csrc/utils/tensor_numpy.cpp:141.)\n",
            "  return torch.from_numpy(parsed.astype(m[2], copy=False)).view(*s)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "n3Fl4ct6PYTK"
      },
      "source": [
        "class VAE(nn.Module):\n",
        "    def __init__(self, x_dim, h_dim1, h_dim2, z_dim):\n",
        "        super(VAE, self).__init__()\n",
        "        self.d1 = nn.Linear(x_dim, h_dim1)\n",
        "        self.d2 = nn.Linear(h_dim1, h_dim2)\n",
        "        self.d31 = nn.Linear(h_dim2, z_dim)\n",
        "        self.d32 = nn.Linear(h_dim2, z_dim)\n",
        "        self.d4 = nn.Linear(z_dim, h_dim2)\n",
        "        self.d5 = nn.Linear(h_dim2, h_dim1)\n",
        "        self.d6 = nn.Linear(h_dim1, x_dim)\n",
        "    def encoder(self, x):\n",
        "        h = F.relu(self.d1(x))\n",
        "        h = F.relu(self.d2(h))\n",
        "        return self.d31(h), self.d32(h)\n",
        "    def sampling(self, mean, log_var):\n",
        "        std = torch.exp(0.5*log_var)\n",
        "        eps = torch.randn_like(std)\n",
        "        return eps.mul(std).add_(mean)\n",
        "    def decoder(self, z):\n",
        "        h = F.relu(self.d4(z))\n",
        "        h = F.relu(self.d5(h))\n",
        "        return F.sigmoid(self.d6(h))\n",
        "    def forward(self, x):\n",
        "        mean, log_var = self.encoder(x.view(-1, 784))\n",
        "        z = self.sampling(mean, log_var)\n",
        "        return self.decoder(z), mean, log_var\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Roh5ietHPjUi"
      },
      "source": [
        "def train_batch(data, model, optimizer, loss_function):\n",
        "    model.train()\n",
        "    data = data.to(device)\n",
        "    optimizer.zero_grad()\n",
        "    recon_batch, mean, log_var = model(data)\n",
        "    loss, mse, kld = loss_function(recon_batch, data, mean, log_var)\n",
        "    loss.backward()\n",
        "    optimizer.step()\n",
        "    return loss, mse, kld, log_var.mean(), mean.mean()\n",
        "\n",
        "@torch.no_grad()\n",
        "def validate_batch(data, model, loss_function):\n",
        "    model.eval()\n",
        "    data = data.to(device)\n",
        "    recon, mean, log_var = model(data)\n",
        "    loss, mse, kld = loss_function(recon, data, mean, log_var)\n",
        "    return loss, mse, kld, log_var.mean(), mean.mean()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4wz8NdrkPl1Y"
      },
      "source": [
        "def loss_function(recon_x, x, mean, log_var):\n",
        "    RECON = F.mse_loss(recon_x, x.view(-1, 784), reduction='sum')\n",
        "    KLD = -0.5 * torch.sum(1 + log_var - mean.pow(2) - log_var.exp())\n",
        "    return RECON + KLD, RECON, KLD"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DoT0fCjsPndc"
      },
      "source": [
        "vae = VAE(x_dim=784, h_dim1=512, h_dim2=256, z_dim=50).to(device)\n",
        "optimizer = optim.AdamW(vae.parameters(), lr=1e-3)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
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        "id": "wAJKloT3Ppvt",
        "outputId": "dfe46892-03d8-46b5-a62a-6ddcb909d605",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "n_epochs = 10\n",
        "log = Report(n_epochs)\n",
        "\n",
        "for epoch in range(n_epochs):\n",
        "    N = len(train_loader)\n",
        "    for batch_idx, (data, _) in enumerate(train_loader):\n",
        "        loss, recon, kld, log_var, mean = train_batch(data, vae, optimizer, loss_function)\n",
        "        pos = epoch + (1+batch_idx)/N\n",
        "        log.record(pos, train_loss=loss, train_kld=kld, train_recon=recon, train_log_var=log_var, train_mean=mean, end='\\r')\n",
        "        \n",
        "    N = len(test_loader)\n",
        "    for batch_idx, (data, _) in enumerate(test_loader):\n",
        "        loss, recon, kld, log_var, mean = validate_batch(data, vae, loss_function)\n",
        "        pos = epoch + (1+batch_idx)/N\n",
        "        log.record(pos, val_loss=loss, val_kld=kld, val_recon=recon, val_log_var=log_var, val_mean=mean, end='\\r')\n",
        "        \n",
        "    log.report_avgs(epoch+1)\n",
        "    with torch.no_grad():\n",
        "        z = torch.randn(64, 50).to(device)\n",
        "        sample = vae.decoder(z).to(device)\n",
        "        images = make_grid(sample.view(64, 1, 28, 28)).permute(1,2,0)\n",
        "        show(images)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:1625: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n",
            "  warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 1.000\ttrain_loss: 2951.988\ttrain_kld: 249.457\ttrain_recon: 2702.531\ttrain_log_var: -0.151\ttrain_mean: 0.001\tval_loss: 2402.808\tval_kld: 429.411\tval_recon: 1973.397\tval_log_var: -0.262\tval_mean: 0.003\t(9.02s - 81.21s remaining)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 2.000\ttrain_loss: 2239.338\ttrain_kld: 485.856\ttrain_recon: 1753.482\ttrain_log_var: -0.295\ttrain_mean: 0.002\tval_loss: 2109.115\tval_kld: 527.339\tval_recon: 1581.776\tval_log_var: -0.322\tval_mean: 0.006\t(18.24s - 72.94s remaining)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 3.000\ttrain_loss: 2059.887\ttrain_kld: 552.035\ttrain_recon: 1507.852\ttrain_log_var: -0.339\ttrain_mean: 0.001\tval_loss: 2001.249\tval_kld: 556.408\tval_recon: 1444.840\tval_log_var: -0.351\tval_mean: 0.001\t(27.21s - 63.50s remaining)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 4.000\ttrain_loss: 1990.550\ttrain_kld: 580.082\ttrain_recon: 1410.468\ttrain_log_var: -0.359\ttrain_mean: 0.001\tval_loss: 1946.200\tval_kld: 593.726\tval_recon: 1352.474\tval_log_var: -0.362\tval_mean: 0.003\t(36.15s - 54.22s remaining)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 5.000\ttrain_loss: 1949.462\ttrain_kld: 599.789\ttrain_recon: 1349.673\ttrain_log_var: -0.372\ttrain_mean: 0.001\tval_loss: 1918.450\tval_kld: 620.096\tval_recon: 1298.355\tval_log_var: -0.380\tval_mean: 0.000\t(45.27s - 45.27s remaining)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 6.000\ttrain_loss: 1918.625\ttrain_kld: 614.922\ttrain_recon: 1303.703\ttrain_log_var: -0.382\ttrain_mean: 0.001\tval_loss: 1894.429\tval_kld: 622.975\tval_recon: 1271.454\tval_log_var: -0.394\tval_mean: -0.001\t(54.37s - 36.25s remaining)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 7.000\ttrain_loss: 1891.095\ttrain_kld: 627.137\ttrain_recon: 1263.958\ttrain_log_var: -0.390\ttrain_mean: 0.001\tval_loss: 1861.678\tval_kld: 638.065\tval_recon: 1223.613\tval_log_var: -0.396\tval_mean: -0.005\t(63.52s - 27.22s remaining)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 8.000\ttrain_loss: 1871.525\ttrain_kld: 640.199\ttrain_recon: 1231.327\ttrain_log_var: -0.398\ttrain_mean: 0.001\tval_loss: 1854.585\tval_kld: 634.219\tval_recon: 1220.366\tval_log_var: -0.401\tval_mean: -0.001\t(72.67s - 18.17s remaining)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 9.000\ttrain_loss: 1854.441\ttrain_kld: 644.830\ttrain_recon: 1209.611\ttrain_log_var: -0.402\ttrain_mean: 0.001\tval_loss: 1842.337\tval_kld: 643.656\tval_recon: 1198.681\tval_log_var: -0.397\tval_mean: 0.004\t(81.73s - 9.08s remaining)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 10.000\ttrain_loss: 1842.639\ttrain_kld: 652.200\ttrain_recon: 1190.439\ttrain_log_var: -0.406\ttrain_mean: 0.001\tval_loss: 1832.115\tval_kld: 642.405\tval_recon: 1189.710\tval_log_var: -0.401\tval_mean: 0.007\t(90.72s - 0.00s remaining)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Sge235BfPvys",
        "outputId": "2d15c60b-727a-4efc-e58d-928123b2d959",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 475
        }
      },
      "source": [
        "log.plot_epochs(['train_loss','val_loss'])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "  0%|          | 0/10 [00:00<?, ?it/s]/usr/local/lib/python3.6/dist-packages/numpy/core/fromnumeric.py:3335: RuntimeWarning: Mean of empty slice.\n",
            "  out=out, **kwargs)\n",
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n",
            "  ret = ret.dtype.type(ret / rcount)\n",
            "100%|██████████| 10/10 [00:00<00:00, 532.74it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OPe5E3DsRBHI"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}